{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Config"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "os.environ[\"MODEL_DIR\"] = '../model'\n",
    "os.environ[\"DATA_DIR\"] = '../data\\\\'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.0.6'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import nlpaug\n",
    "nlpaug.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Better speed can be achieved with apex installed from https://www.github.com/nvidia/apex.\n"
     ]
    }
   ],
   "source": [
    "import nlpaug.augmenter.char as nac\n",
    "import nlpaug.augmenter.word as naw\n",
    "import nlpaug.augmenter.audio as naa\n",
    "import nlpaug.flow as naf\n",
    "\n",
    "from nlpaug.util import Action"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import librosa\n",
    "import librosa.display as librosa_display\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "file_path = os.environ.get(\"DATA_DIR\") + 'Yamaha-V50-Rock-Beat-120bpm.wav'\n",
    "data, sr = librosa.load(file_path)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Crop Augmenter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "aug = naa.CropAug(sampling_rate=sr)\n",
    "augmented_data = aug.augment(data)\n",
    "\n",
    "librosa_display.waveplot(augmented_data, sr=sr, alpha=0.5)\n",
    "librosa_display.waveplot(data, sr=sr, color='r', alpha=0.25)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Loudness Augmenter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "aug = naa.LoudnessAug(loudness_factor=(2, 5))\n",
    "augmented_data = aug.augment(data)\n",
    "\n",
    "librosa_display.waveplot(augmented_data, sr=sr, alpha=0.25)\n",
    "librosa_display.waveplot(data, sr=sr, color='r', alpha=0.5)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Mask Augmenter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "aug = naa.MaskAug(sampling_rate=sr, mask_with_noise=False)\n",
    "augmented_data = aug.augment(data)\n",
    "\n",
    "librosa_display.waveplot(data, sr=sr, alpha=0.5)\n",
    "librosa_display.waveplot(augmented_data, sr=sr, color='r', alpha=0.25)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Noise"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "aug = naa.NoiseAug(noise_factor=0.03)\n",
    "augmented_data = aug.augment(data)\n",
    "\n",
    "librosa_display.waveplot(data, sr=sr, alpha=0.5)\n",
    "librosa_display.waveplot(augmented_data, sr=sr, color='r', alpha=0.25)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Pitch Augmenter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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J5vhM0i/DZ18SMn7+t/T4HlzBU7pn37b8gVBFwj++9eAopyYave0OOseKMyd8VYnQyV0f5dD6lfzs7j3V2+vkrheu2ECJSAT8JvCTwD3AL4jIPRcc9hrwiKo+AHwZ+Dcdz9VV9aHw8zPzf+dc3+Rat10PVwfob+SicXH9ji09v9j1huEK0DmmewOl6mimva2IE6DcmKY6PhZKTrpQPaV329zXaMdaOZS/eP1Et1tUwMJ4UI8C+1T1gKomwJeAT3YeoKrfUdWZcPclYMOVvqlqME1OqUxPgHNIEZ+/SugFfwNpj+b8ggfVOWFR1XZ1BqcM1Uo9XWhYtEMkocqffX0r6vSCrTgKFppW3q9YZ9kTLISBWg90FgkbCY9dis8CX++4XxWRLSLykoj87KVeJCKfC8dtmZye9D1J/Mx+1cE9oMra3a/39KBz7SA97X0APmeT12vEh8cUqKcWVWVkdKan+0q+fEIJilVVrCqo4+nP/39dbdu1SGf0dP2OLSw9fqSr7SnwLISBmmv5wJyjl4j8HeAR4Dc6Hr5ZVR8BfhH4vIjcNtdrVfULqvqIqj4yPDDUfjzMktU5sI7f+fKL7+5TFLxzejWkGhR8k/W2JNsGz+nrr59AVdl3eorxHl43lxslddr2X62vJtHMevS89zmax/mcUqrPXPb4gqvPQhioEeCmjvsbgOMXHiQiPwb8b8DPqGqrTo6qHg9/DwDPAQ/P941VBA0JcHUOnCUp93YJm35HBKL6tL8zNtbdxlyKEOKbmG7ivb3ZNRutczhVvr3rZPfaeBk6dIeI856e1XzBcY97r33IhSLV4gz3BgthoF4B7hCRW0WkDHwamKXGE5GHgd/BG6fTHY8vF5FKuL0K+BFg1zt58zwmb0P+qdh99OogHXLttbvf8FdwFHWzSZdmfBycI0ky324B67SVh7LW9XaJrLwIH+FPuOmcxbkebnef0z7ViiJFIeoe4IoNlKpmwC8D3wDeBP5EVXeKyK+LSK7K+w1gCHjqAjn5e4AtIrId+A7wr1X1HRiotrpM0hRUifPZfcFVoGPQRGHJEh9O67ULuVxu5aBCbVta8xZVMutw1rU8k15EOnJouUzeelWQ/5kpQlBXg7y/gDJRL6p2dJsFqWauqs8Az1zw2K913P6xS7zuB8D9V/bezs980hTKJUzau3mFvsRav+bJRKjCspMjPuyUP//yy3DPPbBmTRcbeQFR1PJC8kISnTbUWsVY27uKuHzSFSTxxvo+bp2P8YkDpqdhYKCbrbymEGDD6y9z8u6Hut2Ugg76u5KEhNyCgskyyBzlifPdbtW1xXe/y/odW1h5aA8iMHz6mH9cBA4fZqqe8tyuHlszIm2VoSBEaUJtMu8XisuFB73m+QGkqZfDt0pLaeu+cw51DlELhw93tZl9z86dcPZs+34ogXXjW9t8Xhv4/v4zjM+knJ1qFltwdIm+3Q8KQJF20VhrEWdbqr6CBSJMAGrjY+SSiNx7OnjwBFsOnOP8jTGPd6l5czI87NfFBVdv1akjrJoZb62Bcuow1gIKZ87A6tXdbvFsQmgyV/IR1kQ556ubx87B1FS3W9nfnD7tv/vHHweg3MhDpmFio8ruk5PsPjmFqnLbmiE++dDbrZ4puBr0twcVUHW4MOBkpq9tbk9TOT/WKtKrClsO+SoHlakeqygxOdmaEfuBPgw6YdM/dfiEjirs2NFbnpRziMsvTG9QxTm/KF1dWKzbQ+3tVy6YyErHjoWiSmVqMohBvTc1Xk+LQr1doK8NlBqDqvO7jzq/ZsReICkuuEJaFy2sOrTH3w5P5dtXVKYn+eauU5yZ7JFddoeG2iE+gYGpCbS1VYgCDuecD51Z62fTvcD4OLz5JuCNp99VN19GEQwr2tPijr5ixQp47jlwjoHxc0CYxCAIsPLQXiTz1VLOTSX8p+/s61pTr1f62kBBGIecTyZLvrCxsE8LwwWzTL3gdj7DFGd549h5/uClw4xOd1mksmMHbN0avCcf4xN1Ie+kZM73E5xjZS325Zoqle62Oee11+D8eUw470Zta6v3PGfmnCJO+caO3l3D1TfkChprGT5zKgwmYWdOger5Ucoz08V40kX60kC1UshBEyqq/joOj287OsbI2AwvHxwt1kW9W06cgD17WotewZ/u/GyK+oR9PnhKmgLKM290WTBx9ixkbXmw7yIKalHn5eYSOkolMjjrvCy9Vwjn2+TqvTwHBeSeFeoYrxdq1StmdNQb/de2hfFEgs3Sdr+ZJVjpUjsvgary77+116s7r1H60kABrVyCKAiuFdZLylWe232Gp7Yc5fv7zjCd9M5ahn2np/on/Lh7N5w86a9KkfZK+7lW2ytUR88tehPnpGPXXGmnFcJY41p/UcvJ8QZfeW2E0XrWfc8PWh6r5N6fU9Ra/zeU4ZFgoJxTDp+bZt/p3sn/bT96niee3d3tZsyfcC1mkxPeIImE6jT5xMahYZJQnp6i1+yAU18V5exUj4TWrwL9a6AIamJCIjN0tuHRU6TWhYWNSiPtHVXfV7cfY7LZOwbzbek0pNJ5M19rT/CevF+lvVD9uV73g7zNQ2OO5SeOYEI8Mu8rkis9UKy1/MGLB/nd7x/sXrunpnxYMoQejXOIU0StVxuqwwXRoQTDm1jHn716jK9uv6iqWNd45dAoc5fm7EHmmCiaC59WZcnp42x4/RVW792Bor0xkbmO6G8D1VJnaUttY+MSqVWiRp0ss8x0eFB7T02y/0x35bm9MI6/I1rhvQvcp+CauLBmZHD0DKWZLp7bmRmfw4F2lXJVlpw95dVv2jaq0N7+PUkdmnRxs8vpadiyBSYm2oOmeg9KlI4cVN5u34GyzOJUL5rVf+vNU4vY+NlMNjLo3pl853QYqXwfKAk5qPyZSn26Xelc4fd+cLDn1Hz9EpR5N/SngWpdyEEQ4Vw7VaKQOceaN7ez/vVXGBmrk735FjjHV7cf5+ltx1r/ZqYL4b8nuzlTnw+q8MYb7dvhjyGfvefnPvwKd+NGnRv27Fzs1nqee85XtGg2wZiWByUhZ5NPXryeJg//+edslrHi8H5MfYaDZ6fBWhqp5d/+1e7FyV9aOyssCYT25R5U5mXm+YJ0py2xhKnX0WaTP/m3fwjA2bEpth0ZY9/pKf78tWMcPjfNf/j23qv/GfqR/HxL2+OTjqfa34e0xUIy+2vqFXYeH+92E64a/WmgAq15Tj6QokQ2ReozqLVYVTYfOMd//4uX4cABFMickmQO65TfeX5/1z2qnuPkydkr7KFtjDqRC24GQ+Bn0X5G+t29Z65iQzvIB5A8vJdltF0mgojGoZgQ4nNtAZdTpNFg5eH9/PdXR+CFF5iYmCaxrpW/HBmb4dtXwzOp1+HVV2cbKG1vrCiKLzPVUqa2vVjnHDe8uZ2B8+fQIAqJXvwB1VPH+er24xw8O8WfvXqM5qKHuPuoyKpqy9tuy4CYJQoy6sK+cw6TL7kQwFrq299g29HzXf68wusjhYHqMdoueCtmpu0k8tq3XocsQ4MxElWYmvKr8M+f53e+to3/8G2vfnl62+LF8Pviuu1QwM1yS+dAQrFeoz4TJUA6PU1z7DwziWXLodHFKRHjXNs4NRpeOt7y9hSxvg+4PGmJb7MX94Ugpc1IkwSyjGzvfjKrbD08xhPP7uapLSNsPXIVthbZvLkVwmuFJUP+yQRjFOUDaDBcQsi3Wh/iGz513Ffy37WL89MJ8cR4OB42bN9M+dwiTRICfWWc8r/O5/5891CMalshLL5vOwST57zrDRgZ4S++8RrfeesUM0n3Qn59c77fJX1qoNpfikP84ENbfZM5iGzmvag0RawlGR3FKaw68CZrdu9AFRK7uF9u/m5jvZ5ozUMfszq/tn5EwIj4wdKIv4jDxbt21zae/q9Pc2rHHlThT7Ycnfs9FoqDB71Rzb2mNG17VBpUns62FhXnYWEJeR0X1idEzSZZaqHZpNzwHtQbI+MtCW96tTYJtLb9E8jzTKJhUW7re9BWmDU3rJKmuDSB06c5P5NQOu9rDlr1C32XH178xaU9P2a+GDY1bfWJsOlpbqzy6ICY9kWbe7GqfPeLX2XbicmgHl7sxl9f9KmBCmg72U1IKotrS4k1zbjxja0Yl/GHhxK/bie1WOeImvWurR/46uu9o7yakzkC7art9UMXCg7QdpiPcL3P7NqN4lfgj9dTVPXqhFNzA5Ur93JPqsPjMM4GraFgggBBxfiZcoc3wuQUX9l6hONmAOeULPzAVdxnLM9BdeSiJNQRVBFy+V4e4TMSjGuWgfoNDDVJeGrzQcTa0KeVzCpis0WXLCiwbeQ8v/Xcfsbr6SK/+zxpNPzfVmgYEPFedTBOgoCRllFyKCsP7mb9ji2cn0nZ891XW99bt5ay5LlVgLNTzd4931dA3xooYVZ+szVWGnWAQ6yCszhr/cxYlZtffwXNUqy13LBrO5mde1b8xLO7r8p6jjyPcG4q4cR4nR3Heqzy+rFjsH9/+/4c00NVP7EEwqJ74xc4mrx6nH/NWyfG2bB9Mxu2v8ST3zvAH7x0eJZAZcHoHODz2xd0DF80ViCfEIcaffnzzkTeN3QOm2YsmRlHJifYsO0lmiFEuX7bS16McQFXpOjqnAh0VO3IBRyiITyZK/rA1+IDCF6hhM/tGgkjJ8e8R9hokliHsRnpHFGCRmp54tndlwwP7Tg2fkWTt+d3n6aR9sjasrno7CMiHQvOfeeWfMGuGG+71C+nKJ0fQ2wuvPEvN9by9T/+Fkd3dLMMkvLFFw/z5PcOXnMhv741UHk4TzsHIyBSB3n4I8swAkmSMXDuNGotEYpVwaq28yPT03778ueeY3Q6wTouuSjvL3ec5Df/fCunJ+qtx46OznfzuFar+dLLR3h2V/ckwXOyZ0/7dmdHF8HRYYDycVWM36EWM3uLcsGfwOBN1c6dofzSD1CFP9x8hPMzCacmGgvT5k4VXJ7Pydsfyl8ZtaFd4tcYSf45tCWaiEVYN7KPNHNMnR5j+OxJpNnAphnxzBSuefFiyNMTDf7jt/ddcjBX1UsP9DMzs0tJdYb4XDvvJ84iLlTuCJ5q67Z1lFCMU2yziTYaqLXcsPM1bJphkqS1e3BnbvFLLx/BOubsf2+emOCvdp7k33/L94XdJyf57ef388Ked57L+vPXRkgvMQnsKiJe7Rn6zEwazo3Lc315N/Lpg0jwY4pzQJD2B6MVpQm1c2d46S9f5Iln9/Bbz3XLUPn+svf0tSX66lsDBXlhR1rJcHwJLaIsRdRhspTYCGlmMc0GglLCh4GsU7I0Y+nIQdKXNqPbtnHo5Di/9/0DZOH5L718hEZqGZ9pu87jX/8rVu3ZwfNf+DIHzkzxxLN7eGrLUc7PzGe26BVOqrDs8AGqE2O8dXLiqpybd0y+M24+0MPFW7q3txv1v8W0DIKqD5v57SwA05ayDIydw2R++/VTo1P8/nd284ebF2g/o3w23KnkC/dF8eG9UEwYY4iyzIfP8qR3yDtERsBakjTjrWNjTAwuI2kkrBg5yJo3tyPNZNbs9NxLW/mzb2xjJrH8+29dLOV+5o0TPPHsnpYn/kcvH+Gp3/h9nvp/vujP9ebNkIQ+k7e/lfvr9KY64qr5yNkK7SixgKrDNppolvmIgbVs2LEFl3kl65mvfgN94QX0O9/hiWf3MDaT0kgtO46Nw+goh55/2RsS53h+zxkS68ic8sSze/ja68eZaqRsPTw6r68jysNnYcrytdd7bK8wCLX22hPb8Xo+OVA0XxEdfmuoyxfhvJaiNcd0OGNYu39nqP+pqHPMNFKeeHYPo9PJoi5jqYR98L7W6+mDd0hf700heUApxIpzaxtlqc8xZBlxZEgQonqdaHgpsbVARh1h466tDAyW+cppRaOI8vQU5oENZKUaA2XDifE6z/6nL1FPLMceeh+/+rG7cM2EUn0Kt2wFX9l2nGZmSTLHf/v+IX71Y3deurFZRnl6inUHdrbysKW0wdffWMHda5dc9XP1toyP+0WuHWGPi0JleSG+YJQkzAa8DDdCrQMT4VSJyMdTh5OI2pTfi2n9a5s7/g/89tg5brxrI+MzCZ944EYGK747xkYw5tIVCfafmeLWAYN5efNso9qvDvzmAAAgAElEQVTaSZfWIN5au6WKEcHYNE85+GoNHeEd45TEKeUkY9WR/WAzKmPniLI6Jkt4Y+Q83/v6Dj71oTt4/jvbWVkqMXL7Q5QjIckcv/mdvfyDx26nVo44eHaayWZGdewcx8du5vC5aW6ZmUFqNW+ccjl8HM+eFIiEiVce+rNEdOTtO5KAqh1q1mYTF5VxMbjM1x1MRHBpxgtvnfQjq4HswXXExlBPLUbgyHMvsWXPKb5zcIwfHU4pLbmVesMiUcQNjVHGh5djnVKKDC6zmMjM7hcdiM1Y99Z2mkuWUUoaNJYsZfJAE/eeVZhqjxTk7fSyw5q5KPIhanUWrEOiCPATSave85a8fznnM5sKkXM48TsqoBHrX38Zax0n3/sBfvf7BxER/u4HbmHV0NX97KXJCVYf3M2ZTXfTHF7KD/ad5YO3r7qq77lY9K2BkqAig3zM83W0jPjddU3YojxWhzOCSZtEqFf3EdMk8p0zS8A6bLWKyTJWvPUGU7ffz7pdOznx4KM0GwmZRNz42mae2r4ZSZrE9TqNpcrwiaMsOXKEU4PLGVq1BLiT6WbmB1rn/Ex5yxZ43/tg82bW7DuCC2O/MUJlerI3tqh/9VX/1zl/0Roze6Bv5UmClxRm89IaKH0s3hlDvv+rE0PkLCqKUyFCvcHSCLUZJo5ZcWgf+5evZP1rm/nve9czvnZDGImF921awaMbV7Dn1CTnZ1I2rR7ij14+zP/82G18ZetR1r+1jb9x3xrKLcVeRz4nfBZnItS0w4/g2ykSBB/O+hmxzXBZ5HNQCjbNUBeh1pJaR3lqAjJ48/g4K4+9wrff2EpUryORYfnh/STr1vOVz/8B6xx8ec9Oxm65jXtvW8u33qyzbu8uvvufD3FDPUGTjHrkOHhynFuXlGZ5e1jrz7t4IUe+Osd7e6Gfd9SJc4AV/xeANCPTMpmCsxbXzLClCE1TSAyJVUqliOFD+5m59XaSzFHRjM0HzqLNJgOnT7H1WIOlpbPc1HRMDAyzNJnizKb7iIywevcb/OkbL/OpH765tckfWQZHjsDatfDyy6zfcRQFKpPnMcDQmQYKHPzqs9z2194Pq7o4aObn+Pvf9/dVoVTyE8coQvBKYKAVzo7UkREk5h1KSueAsNUPIZytaCjx6Bg+dYylJ0cYX38Lf/rMGR5snOHFtXdzSxVW3LCCFYNlHtiwjGZmqcTtKIUN+cXDozP8+Wsj/MPHb6dauiCKkSSwbx9s3Ii8+BIbto8EQQ2s2vcW4+tv5vCb2/jgzz8ON9xwFU/o4rAgBkpEPg78OyAC/ouq/usLnq8Avw/8EHAO+HlVPRSe++fAZwEL/GNV/cb83xdAUDHtXJRAZFPKTplR5+P1EhHNTJMsXUFkLVYtibOUnaWSOaZSR5ykGE2xzYS1u7fTVEXOjxFlKTONJlaEZUNVTNIkyjKcU6rHjjDdaFKdOsFg8zyf/8udRGnKL3/iQeSFF3x7nPMzZs0XYArOOYwYRODGXa/y+yMH+aW/9UFYufIKvoUrpDNZP8tz8gOomqjlWWkwYEYdqhZLCaMW0ZgU9V5qFJGZuD3ztw4bxTi8wZIQEtmwfTOqlqGTxxg6eQzFj9PHtgv/4cH3+bi/CNu370cGh/jCt/ew9vUtCPD01iN88u6VjJybZuPSMpJLzeMYksS3M3w2tRak1M6N4Y2VMRHWKlGo3ecUNEtR63CZJUl8JQcy9aHieh1KJbTRwAwPM3z6BKXzZ6BkaCSWqJmwfHyc0bdibppsEk1MUK9WKI+P4YYGKaUNXj00xva0QZRl/PUfuXN2Hg1abQwrzfy5Jvdo/UQsEkhDyEkVSNPgiCkkKa6ZoJUaToCZGZJSjUwjymdOs3z8HNbUWNGYBOOoW0ep2SSrzzDAJOfiYaLRc4hkrH1rO+XI+HA5wlMvH4YtX+RTj9zU7iNHjrTOs3XOtzWEh1Xh1cNjZN/8AXc9eAfceefFoePF4IUX2uc4jw6EvF8pNq11chrCv/nkAGtxQGQEQzBaEvncVFD3EZmW8EZFGD5xFDHCsuOHcQ6OqmXD6ZexCtve8zCijudfO4SLYn7psTv53e/tJ06aZNUaJk1xcUxilf/0nX18/L513L12mCzNKL/4/fbnOX3ae/3hAstTnUuPHwGFp774DT71yM3w3vfCwIC/JvqQK261iETAbwIfA0aAV0TkaVXd1XHYZ4ExVb1dRD4N/N/Az4vIPcCngXuBG4FvisidqjovaVRnYt4Z8fkPMRjrqHRUOFdjcGnmL1abkdkUJ2A0QyPBOmFg8jx2eBg7PQPVKgbH6gO7cVmGjo0zY2FlZRW2mRA5i8kyXJaRNFMyB7aZsOa1V0ic8odHDlCZHsdh+NsPrfMztbARmjqHZhkqMYhfjlkbH+OpJ78GAn/9ow8gy5ZS2XRrCBvtY/2yGg/ctJRbVw1Sjnx4ZqA8+6vLrKOZ+W0Zhirz/FrrdW88O0N7eTL9Ai8KggQ3XMC5yEBylZjzMwxFcDYjiiJckiBxhJiINIpxmUWMl+9m1lGW9gArLkPjOMTy/b9cv+2l1vfbMnTiQ4fWKVaVr7x1jrhRJ5musnFFlayZkJZgqbWoSBActJPfnfkdYzPExMwoxJH3qDOrmGYDzACJRGiaYFyGqGnlLWvNJo0kY7DZoDZxnqhWIRoeZKaRMoQjbTRg1Uqq50exSYLW60jSxEVLqaVN1ICmGVFjhrHpBs/tPMl7BuDu5ctb51uCl5p/dgm+kuDXnGEissxhI+MPSBO/JbyhJY/3ykoHSYKNa0TNBg0ihkpQOz8KpYhyY4YzUqUqEclEnUpkkaEBSlNTaNmAlKjZJqCU6ynWOWx1gN3Hxnh95Dwihp/74Zt92zTP9XV0mzAbeP3oeU5N7ODU17bwNx5eD8YQv/99PLXzLCNjM3z60Zs5fG6Gh25aRikyXk5/QSgxs444eodp8x07/NbunWXtrW1fk6qYjr6e+0kmhH0d4hdLRxHiHEaVKFKivNJ5FBHl/SoyGBFSBHGAs23BUMhhrd31qhdXeBkX39z1KusVf946Pq+NYiKb8cZ22Ck+d/1T969DnTKdZKwZruQ6IEAxeOMY5uyog6e2HIUtR/nEAzdiShHlB+5nrDrM7/3gEAPliPdtWsnda4cpRYbMuVneXH6+E+sraFzkyS0SC2FWHwX2qeoBABH5EvBJoNNAfRL4l+H2l4H/KL73fRL4kqo2gYMisi/8vxcv96aqOofM3C+6NM6iavzAp67DuxIim5FKhXJ9ElOK/MUdVzFJQlOBZpNoapJo+TIiIzTLNUrpGQan68TZUnAWg1KZmSIWw4z1bWkqlKcmaTjfSSKbMpM6vvL9PSQDQ0HebBG8kgwJA0se2gme3tPfej10su8CsD5cMW+I8Ebr8pmlmaN9WV34HG/zPC2jKVhyTzRKk5ZHqiZqLXIV57xx8anjsOlfuPDC2znrQpjD4lBfiTsKoywGK0LJGDSzWMCiOOswxqDOYUJORqz3hKyYlnw9/xzOQbORUanGQVrucwK7T46zb+QcBqVRqVGbmoChJV6yLXkQOBcdePIKGFlI+TgT4VCiLCPWBo04wiRNypoRaUSpMcNkXEbHRxnTEoONJlF9hlpWh+FBGhIzbBvMOAONhKGp84xHFSrj5ynjsKWIOHHotFfwNc5P8Fc7TjIx1WTfZJM3G0exccxSfDUDNdIuiBw8J6AlObfWghrU+gW91vlgYGoMdQyRETSKsFrCisHOzDBpKqyzdcpTTaLhISrNOtYYEMXWZ2jEAgOO2vlz2GXLiAaFVWdOMnrDBmzSJGo2GEuUN2amGGs4hpcN8dSWo35BsVPfr/F1BB2GKE29sxKXODVeR53jz7aO+BDxliMgvo9/b/tmQDh6yX7Lu3tcvRJSo6g1WTFZiotLiHUYm0KtNvuqkdav0DEcWiojaYYNkQN/+fj+a/GhIxyIMT5sH0WkKpTSJiYuhUvAeM83SaEUY8TnC62DKPZG0lpLXIrRpEkUQebEr9HDCyCMiE8n5pdV6N/iQg7Y2fCc+BmjGP5i+zE/Fm49Cig3hkj+3leEvdAK2c9KEF90Ljsfu/C4zonEhffnZmlcWXPZg1gYFd96oLNcwEh4bM5jVDUDxoGV83wtACLyORHZIiJbJmemLloH1T4uSM0DGtY1QPu0ZQ6v5gqLO00IN+VreqLpKVwUIeplvKijlDYhSVv5LklTavVp1FpKSRNxSmVmmhlrmGkmlGzK1HSD8+MzNDKlmXlhQb41iI9ZK2pCriP1+Q6n6r0zv9lLSOL7fV/ybb9VfQUEZ/3F46zvFOroCGMQfnynytewtnJKqkHCbMH69Tat6Id2rgvp+B+hAE/HQ+Ekhzfr3McI8WE/jL9w8/Cgc9h8MivtUKGvNhNCbM6H37SZ+HcMM3GD8xd1qBuixpA0Emw+E5Z2xYe8B2gwTnrB9eZPTcjuhDIYzvhZYpSlKN5DU+t8+6KIUtLEAfXUkjlHGs5VKWmShhmwCjRUsCKU04QkKkGWUoq8wfDKQf9dTtcTJpuW8XoSRCFelj7dnDuA0F5S0fYKW/N+DZ85T+KHtTwGRSKDGKGZOtJMIWkSJ03iLPGeXT6RS1KcMVTqU8TNJqkYSuqXa7hSyS8KziyTU3XGE8fEVB1j/I7F1ilT9SYmCn3chooX6vuwWp/vc2mG2hTy+U0WFhc7DQuunV+7ZTNyrYizrmU5XDg2LHdsxbac03yHlSAJD7kiZ/0AnnVU7HAuLID2odXMaccYkfe3Oc5/OKK1Ji1kByMRVLxAx+TXlIZ8t4qP4FgfXyg16iRqsEmKa9RRhNhZxDqSJMWqN1rOr5bx13wI6RKiL1hLM3NY69ftKRLWxykYg8ksiCFz6o2biBeAONcusuLyc+bHA2edr1eZP5bHDFvnOkw+g7c36/Uuz1Nry6PLxxjt+Gk9jiKlysDcZ3k2C+FBzWUu5zK/cx0zn9f6B1W/AHwB4NZ1N2vH2Nt6mU8eC5godLgw+8ndd/XJ+5KBrFL1F1MMzhgkGCQEkhWrqGUpTgZ96MRE1KuDLK9WcFNTKJDVqjRVoGloxmXECPUlyxm2jqHBKmmasmJ5mSFXoTJcZrqRYZ3z6rfgFUi+SDCKKEcRGgLKzpQ6Zg7+c0XeiaclCQmrZV0UkdYGqExNMLH+Zr+xWhyTDAxSnZygOTDExtvWcXj/ccrTfo1EbcLXldMoRlS5dfUgd61dwlC11KpjRxS1VE5/HMoVGbQ18LcnB+LPtQhEEWr99M6QD/g+hOJyYUWQert85X4UYQFDRlSKwqRPsKaEKUdhZb8fQCwRKMTGhM0qlfLgAFHSRMTgUEqlMEu+YPZy4WTGhAcl73LGe9cCpOUKaEQ5ErJShLURYh312iDGwkC1xLSNqMaGmSiiUa0Rifd2BBjCEgnUqwNUbApDAzQaM9jMESmYku9ry5YOkA2UqFJBbRPFcMOSKlklwl1U381v9R4a3jqXkn+4MIhpFGGc9eIg578vTTO05KhVY2oYtDZEomWkXCUjI8J4MUmtRqyWsSUrKE9OU1HHjIlIaoOYRoNYIC2XWTVYY9hY4lLJt0wMS2sxkQiJdf5cmLB2Lop9SCsS37/LJT/9z/NrJibKZ/DG6xVL4RvKV96ZKGJy9TqqE2OUml7GnlUGiJMmaoTqLTdzwkbEzQaV6Umqk+MhLApoBOp4eNMqbl054P9nlrUEEqQpYxrx7BvHof0qP4Hr6DySL5DG56pMWJxu8BOFKMjONYpwLsZEMaremxFnMaUSTpWkUqXmHGLK5LupZaUSMUqlUiazGRL5MSoSX+AYVTIEE75vEahoeHWl7CMcsfFl31CyUgnUh0Ml5JBN7M+tCZM1HypvXxTS8dk7H00GhwCIkwZZuUJ92UoGRs+SbLqNxnQDF0VUZqawcUyUZSQDgyS1Qe66eSUfvn0Vg9USc/G3/+lnDs35xAUshIEaAToypmwALhTj58eMiEgMLAVG5/naORGZXTXZx2AjjCqpibD42SrGIJoG5Zb3WEpiqA8OEmsGFYFUsbUaZQGqNbRaI1FL5JRBl5FVaqSVQdKohIti1GUktSFskrKk2WQaKBmhVK1Scsrdf/MnuG3v63x37xl++t4bfILSOf5460iYTbTFAybyYon3b1rJYLXEssc/5MNa1SoAT28/zmN3rGbpwNxf9Lx5/yUk8G++CadOtT2vIKXtONH+x0TQSg2GcJNPFJCrKUtGgiw3whghiyKMeFWgWOs7Wwhvxj7e5s+DzfCLgX1Fh9yTaS+z8u9gwtUZV7zYQWiXLvrRe9cyUIq8yqlSgalhvnJgMpQL0tb/yL2Q/H3UQdWER8SrKzWKyUyFJa7JZLVG2qj73UsrNcrj4+jAAMsbTbJKlXRoGK1UqQoMqkXjmHINBgaqTC9dicxMky5ZSpQm2MySmAgzMEQ0OUk8vISffe8GDpwcZ5VrsvTGNVAq8c09e314Vf3sOXeM83ZrmE3HUYRBsUaQ3ENTR0UsqSg2eBMR3jBKrcowEWmtRGZLlGMhkRoRZWKjyECVmnEYZ6kvW0EtUsgsZ5avIbYZGpew5QrVSplPPrye7+0/x80rBti4eghU+fIrh70uG7zBc34S5EJn/8n71pJaZfkjD3pFXxRxerJBZpUbl9XeXY7pcuRLKAgnMVeq5ot1RRAN/XkOL9t3CglCIUMJSEOFCWMEF0VerUp+mELkr+8ojsAJTtrb1LQm0Pgx7NgDj7J6zw60PoMtl4nDkstD9zzMmlMjuFKZ5aOnsFnmRQ8dY17m1Ffgz4P04v9nvs7vx+65gcQ61i6twYc/3BKnPLvrFO/ftIJybC7KO/UaC2GgXgHuEJFbgWN40cMvXnDM08Bn8LmlnwO+raoqIk8Dfygi/xYvkrgDeHm+b9yum5WXswHBd6REolawXqyFSsWHV+KY2MREUQmsQUtQEkcysJpyMk1UqfnBAcPJ+3+I217fTLxiOUsig4tjqFSwNkVEiKoVIgtxppSqFW782Z9k6+Ex/oc71sKxt/jpB9e3O1QIcRkEF0eYjutw3WMfYMN7N82pbvqZB2+c7+l4d7znPX6LjU6jFMft3FgwKAqdqxS9YTEGZwwQwhhBvy1R7EOVsReCOPAy8yj2/8fmywCExrLl1MbOIWFgGr35DqqNaYZPn6D24z/KnpOT/sKz1qvyxDBw/CjLTx3DAH/jnjXUGwkD+fnM22xMO/8UZryq2vZe8d6GyxwVILJewBGL4CplxBpK1hGVy9g0Qi2URWGgiotjYgWJI5pDS3HlmEosVIdiImOI44i161ezp5kR24xSpYytDRBlGfWoxHCWcf8tK1gaeyHDbTcs8RsW5uWixADtyQB4zz8XmedhlnIkROIXRmu5jDH+cxLHxJkLSX0H1SolUSSOKWNIaoMcW3sHtx95i7QywJLpOhJXqC4ZwooiJkZlADEOiWJsZLBiKJeqaKlEdNMGTCx85K6ONIKEHKaE70lbkVMQ4RMP3Ejtwx+EWm1W91szXG13u4U2TgBLl3pZ/A9+4CcvuWFy7b6RWttysXNP2wWPVPJJbpbg4gqpc9gQLYjCol7bsQbPOoeJTVuTEflZloqPKhx98H2gyuN3r+H5PWf5B4/dxm+HyEkuRphJMoxTzt+8ic9+eBNLci/kxAnY3S7BJh3ekCJ5pBcRuGFJjRV3bYI77rjolHzsnv6Rn1+xgVLVTER+GfgGPlf4pKruFJFfB7ao6tPAfwW+GEQQo3gjRjjuT/CCigz4R/NV8PkvHaBd4RnwarJSidQYhKx1YdvqAEQRNoowUUQlJMSTuERsMmylhrMJ5XKJfff8ECvrk8SVMi4uMRALU2vXcxcTvDk9jU2aGGM4dfcDcOI4o9UllJYP8Ok7V/ORO1f7djz+uA8hbNvmpZ4vvOBzVwJRaKqNSpy497186ocv7kSLSrjgZq3LCQbVP5/7H7SuYA2SXG+g/PooBV/0SEJJIefIIsGoH7wMzg++Iq2Y/+itd7I8OsDk6nVkNR+W3rRuIx+9+6OUY8PM3V5VWIkjDp2b5rbVQzzxrHLfmgE+UK4j9RmvaMwy/xk62m/yRbj558N72bn76j015xPUUYRIRGRASiXvBWpMOQ4TE+uI4xiNY2y1SpQmgHD4vkcYGKiycWQvUyvW4Cpl3nvPzZyeSjg6sIGbt2+mEhtmliwjakxDqcQnHt5ARa0fMC+U9eO9j1ZuKZxzJY8YhNwOEIcZMwKUyn6dXyRIKcZIRKSZ92AHalQyS2RgZNPd6IoV2PEGIw++j3t2b6USR7hyCTVCeahKNN7g5F0PsfrwTo7f+TBEhqWnj3O7jvOhu9f62XjO9DQMDsKxYyS7xihPT84qE2YEfuwj91J75CFmzcoWmw9+0P/duRNOn257UuDLQeVCA9p93YkPq5lI0LTtdfsnO/LcTiEOy12c5cT9j7Dq4B4mbryJrFLlF+9dxebzjg9sWomIsHyghIjw3ltWAPCrH7trVlNT63h+9xl+7EJDsm6d/2k0oFxGX32N5uAY5ZnpVkTm5D0PI9byqY/fA+Xywp2/LrEg4nhVfQZ45oLHfq3jdgP41CVe+38C/+c7fk/ABRdK1csscQ4VcFEJjfByZsSvV6hUfFLbxEgc+/xBEkEpRilhDGTlMmfufYjIGGaWLSdGWP/we9g27vjYR+7j9jVDvPl//TfSMAmztQGyjZsYtEo6lwwzjuGRR/ztxx/n2MxOVp04TFKusvTkCGltcG6lx2LzkY/4BcV5uaOOixcIyiGfp/F5Fh+vdiI48TkHjQyCIH5ZIxBkt4gXdjl/PIBEEWPrN/IjH7ibDywdovHAjdy+ZugiWTEwS05/22ofD/+Hj9/uw3Lf/e4sj2nWuTSmVRU8R1XROGppSPyiZFATE0WRT0YDcTmmWVsCEw1KkZAuWYqOT/NTD6yj8aGPsGqowpf/ze+ixhBXylRLhr/zDz7J114/wcfvW0tkhCee3UOtHHHqkQ/wuU/cy2984y1ufuV7DFRiKpUSuKhdfy+K2lUwVIOwB1AvutD2B5ilpTJ5SgogLmFMRIwPLRnxCkRKZTQqYaISt6yscXj5CgxCJTZUY8NPP3AjX9t2jFN33c/fL5/lP0e3MFFPGYiEkw8+wgCRl/TffAsf+vHZAyngjRPA+vWcvu093Lj9Zc5tupPIWtJyBY0ilj/68Nv1vsXl3nu97NwYn2+NIlKb4tR7+ZYgEhKDwyDi1zul+Ambhionan3/FsSvgxKhvmI1pj6DRjFn77iHTauH+Kn711GKDJ+4ef5NLEXmYuPUSQj/8/DDnB4dQpzjph1bOHb/e9Eo5jMfvPWaME7Qz5UkOv4qPrSkQYJp4xKYDFcqkzlHrIqr1XDWkkYxRBGVyLDrvvdCVfmVJX6Tt/GpBk9WapSCauijd6/hgQ138IGOgS9ZcwO1c2dRMXzuI5v40itHmagn/MpHb79smzWKOHfTbYhAc8lSbKnMZz9861U4O+8QY7whfe65ds4p90SgJdLzdxxIRFsh6EdQCZ6UCeoxUVor86eWr2Zo9AwjD74PESjHEUlmuffWeSlNL6K1JuPxx+HrX2+3N/8sIWTjx3jxXnTw+LI4bklNcoOpocq5GkM5Npg4ZnzNeqQ+yqnb7mHZ8b1QTxmqlhgKZWt+7p9+hj/dOkLt9BQfu2ctAD/9wLpWGz/50I18ZduxlhP6vzx+OzuP72Lo5hvhr73fn+vW+jja4V0NC6HzHm4ir1kM8bLcA/XpP58oFwSqFUwpwiCYKMKooyRgB4f42Y/dR+n8KAwO8r1x/38Hy947HPjoX+PnHrdIGNDueP04b56YwIjw2N1reG736Xbo8HIYw9EHH/V1DQPv39SDJXfySVhL4aathbZ5qDnPVfocZwixqhf8mKDWzMUq+fcxdtMmwHu1/+uP3tHKCV1tJDKMPPDDrWtgxeC1YZygjw0U5OGlDhScgI1jUIuNSzgH1VKMi8tezk0e0fKDUVarwuMPg3MsffNNfvXeO/l//2o3Ajx407KL3vNv/92foJFaltZKGCN89kPvzMBI6NjpwDCg7fhyt8lLHEF7sO9IyLbltx2x+pCfkqCy855MmPIrrYWDUyvX4Er+ovmFR29h9XBlTvnmu253Lu7Ic0whf6bi+4gaL7NGHS6Kfd4bWjX5ckkuxlApRXzkPes4svs4pVqVbGCI4w+/nyXf/c7s9xXhJ+5fx+Hn98/ZTzatHpoVuhmsxDz69/9m+4DHH4dvfxuazXb787CqbxRAy1jl4WEln0D4NqTBaEWVGI1ANEKqVY7edj9rXn2eatKg9PCDrbf9VeC53ad59fAYn/2wz3tKR+7zvTcvZ++pSQAevnk5d9wwzNnJBoOV+fbT9je7aqjCB27rYnWUS9Ep/xVhRUuAFEIjtBV8qiHHZ7zwpyUJMgajlpN33M+avTsBH7b+2D1ruG/9xf3hqhP6zC994JbFf++rSF8bKJSOhZfhgibyijPrXW9FKJdLnL7tLpbtfYtMImIR0uGlsxUsxnj3H1g9VLnkyulaOaJWfrfKF9+JltZK/N0P3EJ9MbZDfyc89pivVZYnjVt5qLzCHkFskD/lwsZ/DktQJrVm/oZkcJD6ytVkg0M89sE7+er246xdWr3k278rQlmji3XkJiTupT2RCWtKJA9S5upEwKljZONdPLD3VQ7ccAtnkoSbDr9BuRwDQlSpwM2z4zRDlZh/MlfYa750TrA6brswSycMjGqY9fm8iMIbXqv43FG1yi2rBzl5cobT9zxEKVNcqURZLpjEAY/duZrBSjzn5OjGZbVZhnWoEjNUGZr3R8onYKB86I7V837dotMhjCjl44DxfcIRFKOho7sg0TPBu2pdA/jlKtN33cOnP3InA8uXduOTkI99G1cNsPIqF6ZdbPrWQLXktuGnpb6JDGLxcWFioshgiH/Z/h0AAB+9SURBVFh9aoQDDz7KjVt/gCnFnN50F3Hq5vzfv/TBjVelzXkbVw6VKUWG0tVQLV0JInDLLbP3hcqf6pgH5BN8H+VzQeOfJ5g99920jGdW3o2ItKq8/8PHLx8Gfcfknt+c3p9ACIn5RYPB1Ab9eh7q8zrDmKgUc8vqYdY2xolLQ7jHHqN8boaVQ2WOPPg+2LTp6rS/8694RWSuUNW8AG9+Yk3w/KIgNDHiRR3lEg0xfpYfGUrBW4zm8FVFhB/euGLhP0vgf/yRWzl4bpoNy2uXP7gb5H2klRMNf5GORert0kapGETh3O3voTI1wbLTx31x6fo0zkT8/McfZmC+5cWuEr/y0dsXJZy42PTYCPlukBBmIiSUQyjE+NDFsQcfxUURn7pvtV8jEEWt9VGdsfLF5KfuX3f5g7pJZx4qx7Rl/eDtkba2qA0VJnKJtoGhD3nV1AMb2rPKq1LP60Mf8rmcOG6LDUK4TBFcHuYL4UafvAGvPPQLSolijDFE1Qrvvf0GrImIjHD8fIPICOemkqvXV/IF0XmID2iVwUK9TDn3gqTD7salMFkQTLnMpx69hWVLqsRhEWxsxKsPFxkBhqtxq6ZeT/LAA/5vq3/7v07y/oyvEZGHrEOOKR1ewsQN63lgw1J+8mMP+zxnF5WJIq14BXH0/7d37kGSXfV9/3zv7e7ZmZ3Hzuzse7Wrxwo9F+1KI2EQoAdSDKQsKVgQKBsEhYoCxy9cuMAh5aQSUyXKqRKpOKlYwTZK7GBibAc5CWVAYJMqDGGdCCQglkAYI2mt92sf2t2Z+eWPc273ndHMTs/2TN97Zn6fqq7ue/v29K/vnHt+9/ye1c1nq0lNR9ASlCbOcssNKdxdNvJwcWaNnGYjD5W4t2xBgkf3T/HYK6/k/G3DDDT6+/MLqWt74RaUQ8wj1h4qila/UJhWFiKfisMPX3gZb/3gz7BlxwQSvOGiVc65aDbD5N5oBLlbrc5kH81NFisUFNvhZiasQLJ2cAc0Wi1otdg4Hgpo3nJwV9uHsmpjpaygIrNZqCNpytomyCJy0hRWgMpzpIzj45tRI4crrmC41eDolhCwkUk8v3MPT1x02ULfumrMv6+pJUXXgELYdmUXoq8yvN0u9RXHisUko7Nv/YdsGh9haEMr+LMrVAy1P9c9kqyJL1i5oZ1EWlq2/3j/lVz0//6aDGjmYsfEIGzaRPbjF8haTT4Y/QafePxB3tlHp2ISg2njvNB3FZ6l2TmJ9iHKabZjUSOsXjePDoYoSQjhrv2gCDEvJvtTp0K7jTgBzWZ5mIeK7NEgeTDvxVD4o+OTNJph9XXyrLNpPvojtowMcM7kRq7YO86J6YXNwT3x+tcHn19RQb7UEyqWtmUmz2E6lMyZDoVqoiUgVPx+aXQTY88/AyMjDG4aYXo6+JUk8eLWnXOK4/aHFAY5c60EMbgmPIXuBqG4SCjXFNJYOiZhM2D7dt58+y1c31zcX92nH1Lhd68+ySqoYkIEQj6CwjQ6kzdDCZg8Z3pgkDft38GFr9sbWmg8MLe9+i+frgPuKnHulo19/85lMTERQs4PHWrvKvKY5lDySRU3CMrm1sDrW7jr8HBIGC1yohoxcbcdeh5XS9OhdcCsMoqMoizLOLZ1O8/t3MOHbngF6AK2mdHMxcYYDDPQyFenJEyWwcGD8M1vzll6BP9qrCif52RFC2Y6UXxZlvHogVfBzCxHo2iN17yama8+zAeuOY8T06Ely7PH+t0Qs1N4tfYU53xmph1ihXWSyNuh5DaLYj3JRnm1NDTECof8nAHWTnNYiySroMLYUTtMGAr3wiyNXDx64FVMzxrjQ612Ytv7Xn9e5auY6y48s9yfvjI83Al3Lq045t6sdcoeATy3cw8ntm6nkritK68M8v74x/DQQ3N8UJi1bfUyKCrWz0YTYKORc3RyG1metyemENjRQ3Tecmg25zrt1QnsMInZPLQfyaK8RRPGLM/IJWjkvOdtrwVgdEOTX77hFWSZ2pGm20arn0JryZxgmmIkx2odhWJSLC7VbnwZ9jdq5uvZMrK2IvfK1NwZcnqsdKeTZZ2LvBXNH81McxTSxoHGyxr99Zu6De5FKZ+4IgVqjoYKr/MYtJ1BtaVspFAGpjD1xYn+8XMvaPubighEKxyWEq1GWG1X9m8ZGAg5UQcPdmrxZbGChDJm8zwGARVjPTw3YhTf/NVKVuH4GhtskpTJaZ4pu5yPXhQmPrJ5C0cmt7cjVz944ytWp2agsyDJrqCAUp+tTub9SxvHaBRhoxIjXScYrj4fuHZfxfbqMyDa6Ds1y9vu+vherDbRrMF5LlYjhR8nE8eHx0L7hixKriLYIKTqbhxs8nPX7cM2VLzS2LSprTQty2P9wE4IfZYrRlIG5dXKs66ql/STWw7u4p77Hq1ajO4orVqLsV0E/bR92hIvjY1zfGQTR3bvrd3dfKFek7npPQOSVFDh5kYlvaSY5Q35zDTveu25DMaqwGeeVLvyJKWcfuInQquC732vvUuFvylGM0nErp1wfHwSIUYHK1ZUJQUFtG+JC5NwFs1kmcSezUPsv3AnRbvuyok3A0V5phnlNLOsE4BI0eYk5DvV7U5+YmOLd1/dp8CYlWB0FJ5/nubePfDXj8TKKHMDsIqkbqQKAk5OT5aJt1y+e80l55ap1whfLtEmXHQPLZ5HBkKdsU1Da6cmVd/ZsAG2hRDxTqu2MrE+W+HfyTJ2jG3gTZdW7LC9/PLQYiD6oDoBHHk7iCNM8vCjZ44HZXbsWLUyl4lh5EUwhIoVFIQJMyTxrWnHeN8oUhPOPru9Gik6oRZVvayw7VHPKNy9m2sedNUjSSsoWegsG2qtdcqQ1HEgpUzbGkLJw1D48yVODQ7xjqv28JbLd1ef4zU6Gh5tf5hxbONoGBeEzq6gOG4UzIJVm/cKrrkGLrig01m5qIJRGKHi+bZMfvO1EkxPh6jVPOepvfvizUE4xxg8ue8STg6P+nxSIUkrqBChRWjrEDu3ZrGelrNCRLOGCR699Iq5Zr6opaZbA2wf20Crz4nPi3KyE1odCn2GZFzoeNDI87BKybKg0OqAFJNIs07EXtG1OMvaQRGzCzS2dJaJFJpEvvKVIDHTLBR+iOSbzTNODQ+j6DrYMjLQv8hOp01NZpQzo31XSVHIUTRnalaAdS0RS+cUQXD/4JJtSOKlkQqqN5+OgYGOL8rgVLO0HX2XKvxUr31t1dLORcJyxVYlIRLRonLK8mjiW6AArLNM5t3EzjYa7agrkzgxVBTIDRaZcyfXtimtriQZJPEyBNZoYEUdNmflmJhgpvn3PLVnX7ucUZEBNXbpRbyllfPUWburlPDlxKTdonbgM1t3c3LXbs7+1jfiKjsLfX9mo4mvTrTbaxDNTbT9fJmC3282y2C7+6B6Ympqjmn3VCu8PrZpM0PPPgXAT122i31bu6/k7qw8ad+KGe0kTGs2UZ7x0vjqVWlel1x2GYcvuZwTw8EM9vev2N95b3CQPM/Ztq2G57xdlSE0ALRmx2eTZ7FIbB1NwbGzb6GkikAUiDlOWWi1wdYEEr7rzMjIy25Ontt1dmgoGj2tW9ZwdFwqJL+Camd5N0M1a2W+glotJJgeHAqXb9GV9NprK5ZqAU6ejOa8bH7NWyAoqBll7Y66daSoI4gyZrOsvYIqTIC18ZutEQw4smV7OwhI0M6ndKqjpxWUpAlJX5T0UHweX+CYA5L+StJ3JH1b0j8uvfcpST+UdF98HFieBJ3Ol2qEu6ETwyNn/oOc7oi5Zzz/fNWSLEypWWERy5EXKyaJRp6T51loZVFH5iQTQ+EHyfPYup6s7Q90VpZ2WgJiY8U9npzeTXwfAe41s/OBe+P2fI4B7zKzS4A3Ap+QVPaq/6qZHYiP+5YrQJH7lOVhUho4eeJMfoezBJ2VSKhzGLKia7pajRXZW61GW+68MAXHUHMpkWCDIiKFoGSzdj8rZyVR6RGoV1LueqXXK/Rm4O74+m7glvkHmNmDZvZQfP0Y8AT0WFO0yMspwswhOL3zHFaj6rRDccFa0TEPQnmeOhJr8W0dG6IdXh4n+i2jG8jynO1jg9x0sGbBHSWK5h6iVCA2KyL7XEOtCiUN5We4HvSqoLaZ2WGA+Hxaz62kq4AW8IPS7o9F09+dkhb1Skp6n6RDkg69ePRIewRlyjg+Ot7OuP+5W6Z6/EnOy0nsco1h5o1SXlaY3I2r920mE2wbHah3B9Iiei/rdE3NFNrK7LvioiolW5MU6dAAxyYmOba5krr8zjyWVFCSviTpgQUeNy/niyTtAP4z8B4zK24Qfw24ELgSmAA+vNjnzewuM5sys6mRjSMhL8QMZfDi1p2YMg5feJnfXa4amhtwkMJ5jjKG4kAh4rMINNg8PFC/EPMShelaxHDz8fFQMFYZB6/zm7AVp7QwfXbPeRwbn6xWHgfoQkGZ2Q1mdukCj88Bj0fFUyigJxb6G5JGgf8B/DMz+3rpbx+2wAng94Cruhe9WItnnNowGIvHJjBpJkpR1ihgzDSaMDRUqUyLUtQILLX/UKzNV0TGPXfsVLXtQZZgNvrHQjyKuPXqohSPj/FVwTqrKBVBQE7l9HqF3gPcFl/fBnxu/gGSWsCfAv/JzP5o3nuFchPBf/XAcgVQyXCsGk84aWMve3X4ksvrU8NuEX74fCh5VKxEOopLTNS9lp3ECxPbeHrvPorbe/mkuXoU97tROb3/mvOqlMaJ9Dqj3wHcKOkh4Ma4jaQpSZ+Mx7wNeD3w7gXCyf9A0v3A/cAk8BvdfnH7Uo2/YPfEkF++q0iR9ipYMLeoVsQgiR9deDDuiBoq+ilvvHg7E8OtWitYU8YLYxO8NDxK5wYMRuquWBOnmEPq1KZnPdNToL+ZPQ28YYH9h4Db4+vfB35/kc9f38v3Q0xexKuYrzZJnds8DwnEX3yQ2U5l23bya6vVCFWs9+8/3V+pFsH0wAYsb8SCyDlkORfvHKtasjVJSsN7PZGuTSyj01gM2PCqKbKWlyZZbYoCB6ncYc5aqVl9IXyWwdhYrbXubCdMNTw3GiFx183Yq0R9x8J6JtlU6UI5FY77yy7Zy2WXVCrSmqYw6xVz+gXb0qnYYUXNxlLSK5N1j9JSu85kIXOr1WB00E18q0Upw8+pCWkqKNGJZqrxXfBaxhLLtA/h2qVY4pqPG4v5TyoiPPKcnzqwKwEHoOOsHAnbC6LoHnrrnI7Syu/RfZeGKtZS/Sf6qJiCkspCSH9ZwTorTnFmB5oJT4trjGT/E36dVoMZXLRjlAu2p1FNu1BDkpge2ADnnRf8OEePVirXUljR7r1dRiJzBbWKlE+rh/PXhzRNfCWUQsHP5IllVuN1+8ZLd1QqzZnQNpc98QSxNHjVIp0WyzpVMIBO9XJXUM46It3ZvVNIwnG6QgCPPRZWIyP1DvKwIkhC4pGLD4T+T66cVhU/vfUjyek9RDZlMcHeR9Xq01k91d11M58Q6RleZ+UAiRr/kJdGxjBlFLUjZhsxcu+ss3wWXSWK9eqmoSaTwx4pWReSNPFZ2Uac5ajGk81aI7n50TrtNiRgeBiOHAlddwfqmTd3dHwLzSeexLJsjhuKnTtrK/Na4NwtG3nz/h3ugaoR6a6gYoiT6toVdc2R/mUrATt21F7Ltv1PxcqvGOKDg7C7vj2sUmeo1aCZZzR8TqkN6f4nVDL1Oc4CXLprLCa7tutUd3w5NW6ZPtMMJiaL/eqzmivUtYKf5fqR7uxe+J+8xUafSNiMGodInimY9iRo1dzPUKot6SPcWa8kq6AKM1/mtcn6RKetSUqUpc4zwcaNYWN2drGP1A4PBOoPCd+CrVnSnd3jaDKvJNEHwvl93fl1r1+3AKUgAwmYnq69D2o+iYmbJH6O60myCqpd+DOTV3juC8bZkxurFuLMaLd+j4m6Wb2rgs+0BphudNrR+wqqP/hZrh/1vUq7wDwPqq9MDLX44I0XVC1G11i51QZRT5nVXkHNNpo8cuGB9raP8P7gJr76Ud+rtAvKrQgcZyHKddUEsH17u+NuKiQkquOsKMkqqE5RAL96+0Vqp3rLyEBb5rHBaDLbuBGmpqoTyqkp6owRpzYkq6BKZaq5aEe966qtFVIr2HHgrE0Lm8dqXoevILH7gaT5J9ftY2rveNViOPPoSUFJmpD0RUkPxecF/8OSZiTdFx/3lPafI+kb8fOfkXRGySmjG/zOx3k5RRfd1FZ+bdrBHc5q02pkZJ5TWTt6XUF9BLjXzM4H7o3bC3HczA7Ex02l/R8H7oyffxZ473IFCI0gHGcxwqQz2MqTUlRl07WbsZ31Sq8K6mbg7vj6buCWbj+ocNVdD3z2jD5vpVapjrMIipGerzpngttfd27V4iwLzXt2nPVGrwpqm5kdBojPWxc5boOkQ5K+LqlQQpuB58xsOm4/Auxa7IskvS/+jUMvHH2xc1ep4Ax3nMUQoYrEiJuCHScplqyYKelLwPYF3vroMr5nj5k9Julc4MuS7gdeWOC4Ra11ZnYXcBfAebvPMcVD3/qhdy1DDGe9UeRzP/rccfZuTivR2I0DznpnSQVlZjcs9p6kxyXtMLPDknYATyzyNx6Lzw9L+gvgIPDHwCZJjbiK2g08tjzx0w1CTJEUncihmjk8/sJLVYviOM4y6XWGvwe4Lb6+Dfjc/AMkjUsaiK8ngauB71pI8/8KcOvpPr8o6c2VyXLWxFByIeYFRRzcUy+erFiS5ZFmaV7HWVl6VVB3ADdKegi4MW4jaUrSJ+MxFwGHJH2LoJDuMLPvxvc+DPyKpO8TfFK/0+0Xy8yv4D4xsqGRrLmpKNe4dTQdP2Wn5XiiJ91xVoieuraZ2dPAGxbYfwi4Pb7+GrB/kc8/DFx1Jt/td5hONygOlMv3JJSEWeQ/+QB31jnJOnFknh/iLE3RTzcp/5mZKyfHIWUFVbUA64hU/U/QWYU8+PiL1QpyBnTqTVYrh+NURbIKChnmF66zBMUQmZ1NTcvKb8KcdU+yCkoGpmTFd/pEqmbgNKV2nJUl2RneL2CnG1Itt1qUaAKSahLpOCtJsgrK6R+7xwcZavUU8FkpKS6ipBTVquOsLOnOOil77hPj0l1jXLprrGoxzowEAw32bN7I3z59NFnzpOOsFL6CctY0WZzkU7qfGR7I2+HxjrOecQXlrGlSDdUuEowdZz3jCspZ06Q6zxdyn79tuGpRHKcyElZQbgJxlkZS28yXFLFd/YZGXrUkjlMZCSuohJwKjrNMwoWZoGJ1nBUkXQWV4l2x03eSHSXqNFt0nPVKsgrKL16naxIcJ0WI+ZaRdNqEOM5Kk6yCAlxDOUtSDJGLd6SVx1WM7M3DrqCc9UuyCkpYijfGTp+59oKtCHjg0eerFqVrLtmZljJ1nNUiSQWlIknENZSzBBftGCWTGGqlEw23oZmHoe3j21nnJKmgAr6CcrpEQVElhd9/OU6aCirPhOGZUM7SzMQ+UEl11C2RptSOszL0pKAkTUj6oqSH4vP4AsdcJ+m+0uMlSbfE9z4l6Yel9w50872tRoZfuk43nJqZTXKkFLX4nj9+qmpRHKcyel1BfQS418zOB+6N23Mws6+Y2QEzOwBcDxwDvlA65FeL983svm6+VDG73oP4nKVItehq0Q/qR08fq1oUx6mMXhXUzcDd8fXdwC1LHH8r8Hkz6+mqazUbWKImG6cCYtmglChq8U3PzlYtiuNURq8KapuZHQaIz1uXOP7twKfn7fuYpG9LulPSokkfkt4n6ZCkQ08++2yxrwfRnfVCsqNE8MzRk1VL4TiVsaSCkvQlSQ8s8Lh5OV8kaQewH/jz0u5fAy4ErgQmgA8v9nkzu8vMpsxsasv4OCHMKdmpx+kXcYjMzqZVu7HoqJtyJ2PH6ZUlR7+Z3bDYe5Iel7TDzA5HBfTEaf7U24A/NbO217dYfQEnJP0e8KEu5Q7fv5yDnXWLBCdnEjSVJZa/5TgrTa8mvnuA2+Lr24DPnebYdzDPvBeVGgq2uluAB7r+Zl89OV0gha66KZrKBOwY21C1GI5TGb0qqDuAGyU9BNwYt5E0JemTxUGSzgbOAv5y3uf/QNL9wP3AJPAbXX1rs+mJjE7XSHDiVHorKAED3g/KWcf0ZOA2s6eBNyyw/xBwe2n7b4FdCxx3/Rl9cZ67dnK6YqiZk0lMJlYV/G1X7uG/fONHVYvhOJWSZCWJNq6knCVo5BkCzNIKktg02KxaBMepnLQVlON0gQTNPL2hLtLL33KclSS9q7aNX7lO9zQSTOyWILGFn+OsKAkrKFdRztqlGU2TY0Nu6nPWL8kqKG+24XTL5PAAwxvSSngtVnzDA2nJ7TgrSbqjP8H6ak41vPPVZ1ctwrIp2oP4GHfWM8muoBzHcZy1TdIK6tTAYNUiOI7jOKtEsgpqcjitxEvHcRxneSSroNw47ziOs7ZJNkjiwJ5NnCsPwXUcx1mrJKugxl/3asYbyYrvOEviRgJnvZPuDD8yUrUEjrPquI5y1jPp+qAcx3GcNY0rKMdxHKeWuIJynNoi8gSL3DrOSuEKynFqyntfdw5DrXTdxI7TK66gHKemjG7wNApnfeMKynEcx6klPSkoSW+V9B1Js5KmTnPcGyX9jaTvS/pIaf85kr4h6SFJn5HU6kUex3EcZ+3Q6wrqAeAtwFcXO0BSDvw74E3AxcA7JF0c3/44cKeZnQ88C7y3R3kcx3GcNUJPCsrMvmdmf7PEYVcB3zezh83sJPCHwM2SBFwPfDYedzdwSy/yOI7jOGuHfvigdgE/Lm0/EvdtBp4zs+l5+xdE0vskHZJ06Mknn1w1YR3HcZx6sGQMq6QvAdsXeOujZva5Lr5joUQOO83+BTGzu4C7AKamphY9znEcx1kbLKmgzOyGHr/jEeCs0vZu4DHgKWCTpEZcRRX7HcdxHKcvJr5vAufHiL0W8HbgHjMz4CvArfG424BuVmSO4zjOOkBBT5zhh6V/BPxbYAvwHHCfmf2kpJ3AJ83szfG4NwOfAHLgd83sY3H/uYSgiQng/wI/a2YnuvjeF4GlgjPqyCRh5ZgaqcoN6crucvefVGVPUe69ZrZlqYN6UlBVIemQmS2ad1VXXO7+k6rsLnf/SVX2VOXuBq8k4TiO49QSV1CO4zhOLUlVQd1VtQBniMvdf1KV3eXuP6nKnqrcS5KkD8pxHMdZ+6S6gnIcx3HWOK6gHMdxnFqSlIJarG1HHVhKNkm/Ium7kr4t6V5Je0vvzUi6Lz7u6a/kc2Rc6je8W9KTJVlvr0LOKMtSst5ZkvNBSc+V3qvF+V4ISb8r6QlJD1Qty2IsJaOkn4nj/NuSvibpsn7LuBhdyH6tpOdL4+PX+y3jQnQh95ikP5P0rdgC6T39lnFVMLMkHoQk3x8A5wIt4FvAxVXL1a1swHXAUHz9AeAzpfeOJPIb3g38Vgqyzjv+FwgJ4rU536eR9fXA5cADVctypjICrwHG4+s3Ad+oWuZlyH4t8N+rlvMM5P6nwMfj6y3AM0Crarl7faS0glqwbUfFMhUsKZuZfcXMjsXNrxNqD9aJOp/f+SxX1ncAn+6LZD1iZl8lTC61ZSkZzexrZvZs3KzVWE/h/C5EF3IbMBLbGA3HY6dPc3wSpKSgFmvbUQeWK9t7gc+XtjfEViJfl1RVT6xuf8NPR9PNZyWdtcD7/aDr8x1NqecAXy7trsP5Xi/MH+sp8OpoKvu8pEuqFqZLfgu4iFBw+37gl8xstlqRemfJauY1YlntOfpM17JJ+llgCrimtHuPmT0WaxN+WdL9ZvaDVZDzdHTzG/4M+LSZnZD0fkKTyetXXbKXs5yx8Hbgs2Y2U9pXh/O95pF0HUFBvbZqWZbB/yHUiTsSa4j+N+D8imXqhp8E7iNcj+cBX5T0v8zshWrF6o2UVlCLte2oA13JJukG4KPATVYqimtmj8Xnh4G/AA6uprCLsORvMLOnS3L/R+CKPsk2n+WMhbczz7xXk/O9ppH0SuCTwM1m9nTV8nSLmb1gZkfi6/8JNCVNVixWN7wH+BMLfB/4IXBhxTL1TEoKasG2HRXLVLCkbJIOAr9NUE5PlPaPSxqIryeBq4Hv9k3yDt38hh2lzZuA7/VRvjJdjQVJFwDjwF+V9tXlfK9ZJO0B/gR4p5k9WLU8y0HS9ujHQdJVhDkyBQX7d8AbACRtAy4AHq5UohUgGROfmU1L+nngz+m07fhOxWIBi8sm6V8Ch8zsHuA3Cc7LP4rj/+/M7CaC3fi3Jc0SLoY7zKzvE2aXv+EXJd1EcL4+Q4jq6ztdygohOOIPLYY2RWpxvhdD0qcJkWSTkh4B/rmZ/U61Us1lIRmBJoCZ/Qfg14HNwL+PY33aalJtuwvZbwU+IGkaOA68fd74qYQu5P5XwKck3U8wgX/YzFJrwfEyvNSR4ziOU0tSMvE5juM46whXUI7jOE4tcQXlOI7j1BJXUI7jOE4tcQXlOI7j1JJkwswdJ1UkbQbujZvbgRngybh9zMxeU4lgjlNzPMzccfqIpH9BqKb+r6uWxXHqjpv4HKdCJB2Jz9dK+ktJ/zX2r7oj9lX635Lul3RePG6LpD+W9M34uLraX+A4q4crKMepD5cBvwTsB94JvMLMriLUtPuFeMy/Ae40syuBn47vOc6axH1QjlMfvmlmhwEk/QD4Qtx/P6HhJcANwMWxhBDAqKQRM3uxr5I6Th9wBeU49eFE6fVsaXuWzrWaAa82s+P9FMxxqsBNfI6TFl8Afr7YkHSgQlkcZ1VxBeU4afGLwFTsavxd4P1VC+Q4q4WHmTuO4zi1xFdQjuM4Ti1xBeU4juPUEldQjuM4Ti1xBeU4juPUEldQjuM4Ti1xBeU4juPUEldQjuM4Ti35/93IpxVfbcWvAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "aug = naa.PitchAug(sampling_rate=sr, pitch_factor=(2,3))\n",
    "augmented_data = aug.augment(data)\n",
    "\n",
    "librosa_display.waveplot(data, sr=sr, alpha=0.5)\n",
    "librosa_display.waveplot(augmented_data, sr=sr, color='r', alpha=0.25)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Shift Augmenter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "aug = naa.ShiftAug(sampling_rate=sr)\n",
    "augmented_data = aug.augment(data)\n",
    "\n",
    "librosa_display.waveplot(data, sr=sr, alpha=0.5)\n",
    "librosa_display.waveplot(augmented_data, sr=sr, color='r', alpha=0.25)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Speed Augmenter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "aug = naa.SpeedAug()\n",
    "augmented_data = aug.augment(data)\n",
    "\n",
    "librosa_display.waveplot(data, sr=sr, alpha=0.5)\n",
    "librosa_display.waveplot(augmented_data, sr=sr, color='r', alpha=0.25)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  }
 ],
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